2003 · 239 citations · 10 references
ComputingComputer ScienceComputer VisionInformation RetrievalLocalizationDocument Image AnalysisImage EnhancementImage RetrievalMultimedia RetrievalObject DetectionVideo AnalysisDocument BinarizationIndexingMorphological Image ProcessingMultimedia IndexingPost-processingText DetectionVideo RetrievalVisual Feature Extraction
The systems currently available for content based image and video retrieval work without semantic knowledge, i.e. they use image processing methods to extract low level features of the data. The similarity obtained by these approaches does not always correspond to the similarity a human user would expect. A way to include more semantic knowledge into the indexing process is to use the text included in the images and video sequences. It is rich in information but easy to use, e.g. by key word based queries. In this paper we present an algorithm to localize artificial text in images and videos using a measure of accumulated gradients and morphological post processing to detect the text. The quality of the localized text is improved by robust multiple frame integration. Anew technique for the binarization of the text boxes is proposed. Finally, detection and OCR results for a commercial OCR are presented.
10
Automatic text location in images and video frames
Anil K. Jain, Bin Yu · 2002 · 453 citations
AUTOMATIC TEXT LOCATION IN IMAGES AND VIDEO FRAMES
Anil K. Jain, Bin Yu · Pattern Recognition · 1998 · 415 citations